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AKSIOMA: Jurnal Program Studi Pendidikan Matematika ISSN 2089-8703 (Print)
Volume 10, No. 3, 2021, 1477-1492 ISSN 2442-5419 (Online)
DOI: https://doi.org/10.24127/ajpm.v10i3.3783
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STUDENTS’ MATHEMATICAL REASONING: HOW COULD IT BE
THROUGH MHM-PROBLEM BASED STRATEGY AIDED INTERACTIVE
MULTIMEDIA?
Runisah1*
, Wiwit Damayanti Lestari2, Nurfadilah Siregar
3
1,2
Universitas Wiralodra, Indramayu, Indonesia 3 Universitas Tanjungpura, Pontianak, Indonesia
*Corresponding author. Jl. Ir. H. Juanda, Km 3, 45213, Indramayu, Indonesia E-mail: [email protected] 1*)
Received 04 June 2021; Received in revised form 13 September 2021; Accepted 28 September 2021
Abstrak
Penelitian ini bertujuan untuk mengetahui kemampuan penalaran matematis siswa yang memperoleh
pembelajaran Mathematical Habits of Mind-Problem Based Strategy (MHM-PB) berbantuan multimedia
interaktif, untuk mengetahui pengaruh MHM-PB terhadap kemampuan penalaran matematis siswa
berdasarkan jenis kelamin, dan untuk menganalisis kesulitan siswa dalam menyelesaikan tes kemampuan
penalaran matematis. Penelitian ini dilakukan dengan menggunakan metode eksperimen semu dengan
desain kelompok kontrol pre-test dan post-test. Data diperoleh dari 66 siswa kelas VII di Kabupaten
Indramayu, Indonesia, dengan menggunakan lima soal tes uraian terkait kemampuan penalaran
matematis. Strategi MHM-PB berbantuan Multimedia Interaktif digunakan di kelas eksperimen dan kelas
lainnya memperoleh pembelajaran konvensional. Hasil penelitian menunjukkan bahwa penalaran
matematis siswa yang menggunakan strategi MHM-PB berbantuan multimedia interaktif lebih baik
dibandingkan dengan strategi konvensional. Tidak terdapat perbedaan kemampuan penalaran matematis
berdasarkan jenis kelamin pada siswa yang menggunakan strategi MHM-PB. Selain itu, beberapa siswa
masih mengalami kesulitan dalam membuat kesimpulan, memberikan alasan atau bukti atas jawaban yang
mereka berikan, dan memeriksa kebenaran suatu pernyataan. Sementara itu, membuat generalisasi
merupakan kesulitan yang banyak dialami siswa.
Kata kunci: Habits of mind; multimedia interaktif; penalaran matematis.
Abstract
This study aims to determine students' mathematical reasoning ability using Mathematical Habits of
Mind-Problem based Strategy (MHM-PB) strategy aided interactive multimedia, to analyze the effect of
using MHM-PB on mathematical reasoning abilities based on gender differences, and to analyze
students' difficulties in solving mathematical reasoning ability tests. This research was carried out using
the quasi-experimental method with pre-test and post-test control group design. Data were obtained from
66 grade VII students at Indramayu Regency, Indonesia using an essay test with five problems on
mathematical reasoning ability. Mathematical Habits of Mind-Problem Based Strategy aided Interactive
Multimedia is used in experimental group and the other group received conventional strategy. The result
showed that students’ mathematical reasoning using MHM-PB strategy aided interactive multimedia was
better than the conventional strategy. There is no difference in mathematical reasoning abilities based on
gender in students who use MHM-PB. Furthermore, some students still have difficulty making a
conclusion, providing reasons or evidence for the answers they give, and checking the truth of a
statement. Meanwhile, making generalizations is a difficulty that many students experience.
Keywords: Habits of mind; Interactive multimedia; Mathematical Reasoning
This is an open access article under the Creative Commons Attribution 4.0 International License
AKSIOMA: Jurnal Program Studi Pendidikan Matematika ISSN 2089-8703 (Print)
Volume 10, No. 3, 2021, 1477-1492 ISSN 2442-5419 (Online)
DOI: https://doi.org/10.24127/ajpm.v10i3.3783
1478|
INTRODUCTION
Reasoning is a process of thinking
to draw logical conclusions from facts,
information in various ways that truth is
recognized. According to Tanisli (2016)
and Rizqi & Surya (2017), reasoning is
a thinking process used to make
conclusions or make a new statement based on prior information. Meanwhile,
Yanto et al. (2019) stated that the
process of reasoning includes linking
evidence and facts to construct logical
conclusions. Rohana (2015) specifically
stated that mathematical reasoning is
used to draw conclusions and solve
mathematical problems based on logical
and critical facts.
Reasoning also enables students
to determine various ideas from facts or
use various existing information to
solve mathematical problems.
According to the National Council of
Mathematics Teachers (NCTM, 2000),
mathematical activities are inseparable
from reasoning because it plays a vital
role in solving problems (Rohana, 2015;
Napitupulu et al., 2016; Hasanah et al.,
2019). Mueller & Maher (2009) stated
that reasoning forms the basis of
mathematical understanding. Therefore,
it is needed by students in
understanding, solving, and learning
various mathematics concepts.
The importance of reasoning in
mathematics learning activities is one of
the objectives of teaching mathematics
to students. To teach students the
reasoning is one of the important goals
in mathematics Jeannotte & Kieran
(2017). After students learn the subjects
at the primary and secondary education
level, they are expected to possess
mathematical reasoning, such as making
generalizations, guesses and verifying
them based on patterns, facts,
phenomena, or existing data
(Kemdikbud, 2017).
According to Isnaeni et al. (2018),
students’ mathematical reasoning ability
is still low irrespective of the
importance of possessing such a skill.
This is in addition to the numerous
studies on mathematical reasoning,
which indicated low mathematical
reasoning ability. The yearly results of
the Program for International Students
Assessment (PISA) test for the
mathematics category from year to year,
Indonesia's achievements are still lower
than other participating countries
(OECD, 2019; Nizam, 2016; Pratiwi,
2019). Furthermore, the Trends in
International Mathematics and Science
Study (TIMSS) study results from 1999
to 2015 (Nizam, 2016; Mullis et al.,
2016) showed the same. Furthermore,
several research results indicated
differences in abilities between male
and female students in their reasoning
abilities. In language, female students
are superior to males, but male students
are superior in science and reasoning
(Kuhn & Holling, 2009). Gender affects
students’ understanding of mathematics
(Fajar, 2016). Male students have
superior reasoning ability than female
students (Setiawan & Sajidah, 2020).
Several other studies have shown
various problems related to reasoning.
The results showed that teachers had
difficulty in generalizations (Moguel et
al., 2019). Students can make mistakes
in solving the problems analogies (K.
Saleh et al., 2017). Students can make
mistakes in every stage of reasoning. It
performs mathematical manipulations
and provides a reason or evidence to the
truth of the solution, checking the
validity of an argument and conclusion (Setiawan & Sajidah, 2020).
Habits are used to determine
students' mathematical reasoning abili-
ty. According to Mahmudi & Sumarmo
(2015), positive habits carried out by
AKSIOMA: Jurnal Program Studi Pendidikan Matematika ISSN 2089-8703 (Print)
Volume 10, No. 3, 2021, 1477-1492 ISSN 2442-5419 (Online)
DOI: https://doi.org/10.24127/ajpm.v10i3.3783
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students consistently have the potential
to form a variety of positive abilities.
Furthermore, one of the strategies that
emphasize students’ thinking habits is
the Mathematical Habits of Mind-
Problem Based (MHM-PB). Learning
with MHM-PB is integrating problem-
based learning with the Mathematical
Habits of Mind (MHM) strategy.
Jacobbe & Millman (2009)
carried out research to determine
students thinking habit in mathematics
to 1) explore ideas, 2) formulate
questions, 3) construct examples, 4)
identify problem-solving approaches
that are useful in large classes, 5)
inquire about the possibility of
“something more” (a generalization) in
the content on which they are working,
and 6) reflect on their answer to
determine the possibility of errors
known as MHM (Miliyawaty, 2014).
Thus, the MHM strategy has the
potential to develop students’ thinking
abilities maximally.
The Problem-Based Learning
model has a procedure consisting of the
following: 1) the teacher presents the
problem to the students, 2) the students
identify the given problem, 3) they seek
information from various sources, 4)
they choose the most appropriate
solution, and 5) the teacher evaluates
the students' work (Gorghiu et al.,
2015). By paying attention to the
procedures in Problem-Based Learning,
the model promotes students to use their
reasoning in solving problems.
Although studies are rarely
conducted on the MHM-PB strategy,
previous research indicates that
students’ creative thinking abilities can
be improved through this process
(Andriani et al., 2017; Mahmudi &
Sumarmo, 2015). Furthermore,
according to Mahmudi & Sumarmo
(2015), students taught with the MHM
strategy perform better in terms of
solving mathematical problems. In line
with other studies show the impact of
implementing MHM on children with
challenging behaviors, such as
increased task persistence, application
of knowledge in facing new situations,
listening to others with understanding
and empathy, increased managing
impulsivity, and thinking flexibly
(Burgess, 2012).
Another factor supporting the
implementation of teaching and learning
is media, such as interactive
multimedia. According to Khoiri et al.
(2013), multimedia is a tool capable of
creating dynamic and interactive pre-
sentations that combine text, graphics,
animation, audio, and images. Thus,
this research aims to examine:
1) Mathematical reasoning ability of
students using MHM-PB strategy
aided interactive multimedia.
2) The effect of using MHM-PB on
mathematical reasoning abilities is
based on gender differences.
3) Student’s difficulties in answering
tests related to mathematical
reasoning ability.
METHOD
The method used in this research
was quantitative with a quasi-
experimental design. The random cluster sampling was used to obtain data
from 66 grade VII students of Junior
High School in Indramayu, West Java,
Indonesia. The students were grouped
into two equal classes with the same
number of students, with one taught
using MHM-PB strategy aided
interactive multimedia and the other
used conventional learning strategy.
Meanwhile, if viewed from
gender, the subjects are 66 students
consisting of 39 female and 27 male
students. In the experimental group,
AKSIOMA: Jurnal Program Studi Pendidikan Matematika ISSN 2089-8703 (Print)
Volume 10, No. 3, 2021, 1477-1492 ISSN 2442-5419 (Online)
DOI: https://doi.org/10.24127/ajpm.v10i3.3783
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there were 11 male students and 22
female students. In the control group,
there were 16 male students and 17
female students.
In this study, MHM-PB strategy
steps are:
1) The teacher explains the purpose of
the following learning problem
through a PowerPoint slide show,
and students are directed to ask
questions related to the problem.
2) Students gather information to solve
problems in groups by defining and
organizing learning tasks related to
the problems.
3) The teacher encourages students to
discuss in groups, conduct
experiments, explore mathematical
ideas, construct examples, and
formulate hypotheses.
4) Students work on the report of solved
problems by matching the answer to
the solution on the slide.
5) The teacher helps students review the
problem-solving results and evaluate
the process by asking them to present
their work.
6) Through, discussion the teacher and
students identify problem-solving
strategies that can be applied to other
problems.
7) The teacher and students conclude
about the studied concept or material.
The instrument used was a test of
mathematical reasoning ability, which
consists of 5 essay questions and
indicators as follows: 1) drawing con-
clusions, compiling evidence, providing
reasons for the correctness of the soluti-
on, 2) Checking the truth of statement
3) Posing conjecture, 4) Finding patterns or properties of mathematical
symptoms to make generalizations
These indicators were based on trials’
results valid and reliable tests with a
reliability coefficient of 0,57.
To determine students' mathemati-
cal reasoning abilities, the results of the
reasoning ability tests were used after
the entire learning process ended.
Furthermore, the formulation from
Meltzer (2002) was used to determine
the increase of mathematical reasoning
ability. Meanwhile, Hake (1999) was
classified gain is used to interpret
Normalized Gain (N-gain). The
normalized gain is obtained from the
comparison between the difference
between the pretest score and the
posttest score with the difference
between the ideal score and the pretest
score, which can be written as follows.
(1)
With interpretation: (a) high, if
; (b) moderate, if
; (c) low, if .
Furthermore, quantitative data
were analyzed through inferential
statistical analysis. In the inferential
statistical analysis stage, several tests
were used that correspond to the
characteristics of the data (normally
distributed, homogeneous). This stage is
carried out to test the hypothesis
proposed in the study. Prerequisite test
of parametric statistics on mathematical
reasoning abilities of students. The data
are grouped based on learning and
gender. The hypothesis tests used
include two-way ANOVA test and
continued with Sceffe test’. Meanwhile,
to analyze students’ difficulties in
solving problems related to
mathematical reasoning can be seen
from students’ answers.
RESULTS AND DISCUSSION
Results of pre-test, post-test, and
N-gain are shown in Table 1 and Table
2.
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Table 1. Results of pre-test, post-test,
and N-gain in experiment group Experiment Group
Pre-test Post-test N-gain
Maximum score 11 19 0,94
Minimum Score 2 14 0,54
Mean 5,76 17,36 0,81
Standard Deviation 2,60 1,32 0,10
Table 2. Results of pre-test, post-test,
and N-gain in control group Experiment Group
Pre-test Post-test N-gain
Maximum score 11 17 0.78
Minimum Score 2 11 0,25
Mean 5,73 13,88 0,57
Standard Deviation 2,23 1,82 0,14
Table 1 and Table 2 showed that
the experiment group and control group
post-test’s result had difference mean of
3,48. This means that students’ average
mathematical reasoning ability in the
experimental group is higher than
control group, while the ideal maximum
score is 20. Furthermore, based on the
post-test results compared to the ideal
maximum score, the average score for
the experimental group is 86,8%, and
the control group is 69,4%. This acquisition supports the differences in
the increase in mathematical reasoning
abilities between the two groups. The
mean N-gain of the experiment group
means a high increase. Meanwhile, the
mean of N-gain of control group means
on the moderate level based on
(Meltzer, 2002) research.
Data processing was performed to
test the normality of the N-gain data
distribution using the Windows program
SPSS. Therefore, based on Shapiro
Wilk’s test, it can be concluded that the
normality of distribution is fulfilled, or
the population is normally distributed.
Levene’s test indicates that the variance
data is homogeneous. Thus, from two-
way ANOVA test, it can be concluded
that the learning model has a significant
effect on the increase of mathematical
reasoning ability. This is indicated by
the value of F = 62, 95 with the
probability (sig.) is 0,000, that is
smaller than 0,05. This is supported by
the results of the two-way ANOVA test
on the final test results for mathematical
reasoning abilities obtained F = 74,69
with the probability (sig.) is 0,000 that
is smaller than 0,05, which shows the
existence of different reasoning abilities
between the experimental and control
groups. In this case, the mathematical
reasoning abilities of students who use
MHM-PB are better than students who
use conventional models. This means
that the MHM-PB learning model
affects students’ mathematical
reasoning abilities.
Furthermore, regardless of the
learning model used, the final test
results are obtained F = 0,106 with the
probability (sig.) is 0,746, greater than
0,05. This means that male and female
students have the same reasoning
abilities. These results support the
results of the test results in which
increased reasoning abilities have
obtained the value of F = 0,27 with the
probability (sig.) is 0,61 that is greater
than 0,05. This means that there is no
difference in the increase in
mathematical reasoning abilities
between male and female students.
Based on the results of further tests with
the Scheffe test, the sig. value was
obtained 0,976 greater than 0,05, so
there is no difference in reasoning
ability between male students and
female students in the group of MHM-
PB strategy.
The results show that the
mathematical reasoning abilities of
students who get MHM-PB are better
than students who use the conventional
model. This happens because of the
AKSIOMA: Jurnal Program Studi Pendidikan Matematika ISSN 2089-8703 (Print)
Volume 10, No. 3, 2021, 1477-1492 ISSN 2442-5419 (Online)
DOI: https://doi.org/10.24127/ajpm.v10i3.3783
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various advantages of the MHM-PB
model. Through the MHM-PB strategy,
students are accustomed to constructing
or making examples, exploring
mathematical ideas, making
generalizations, and solving
mathematical problems. This is
confirmed in NCTM (2000) that
mathematical reasoning occurs when
the learner: 1) observe a pattern, 2)
formulate generalization and conjecture
related to observed regularity, 3)
assess/test the conjecture; 4) construct
and assess mathematical arguments, and
5) describe (validate) logical
conclusions about some ideas and its
relatedness. This is also in line with the
opinion of experts that reasoning works
when someone tries to understand
problems, make relationships and
representations between concepts, as
well as assumptions and generaliza-
tions, to prove these allegations
(Napitupulu et al., 2016; Hasanah et al.,
2019). Students’ reasoning abilities are
built when they are involved in the
problem-solving process. Positive
habits that are consistently carried out
can develop positive abilities, with
thinking habituation capable of spurring
students to build reasoning ability
(Mahmudi & Sumarmo, 2015).
Constructing examples as part of
learning with MHM-PB has many
benefits in improving students'
reasoning abilities. According to
Dreyfus et al. (2006) constructing
examples is a complex task that requires
students to make connections between
concepts. Students may make incorrect
generalizations if students are not
allowed to construct examples and non-examples (Miliyawati, 2014). Making
proper generalizations through MHM-
PB indicates the students' good
reasoning ability when allowed to make
examples.
The habits of exploring
mathematical ideas in learning with the
MHM -PB strategy enable students to
determine the relationship between
various mathematical concepts.
According to Miliyawati (2014), the
MHM strategy promotes students to
make connections between
mathematical ideas, which is one of the
advantages of MHM-PB compared to
conventional learning.
Students’ ability to collaborate to
conduct exploration and challenges
during the MHM-PB strategy promotes
meaningful learning. The research
obtained several attributes that promote
meaningful mathematics learning,
specifically to ensure: a) students are
challenged and active, b) the teacher
pays attention to the development of
students' ideas, c) appropriate and open
tasks, d) collaboration and e) there are
good appreciation and acceptance of
ideas, conjectures, and other alternatives
given by students (Mueller et al., 2014).
According to Mahmudi & Sumarmo
(2015), student learning activities with
problem-based MHM strategies provide
opportunities for developing their actual
and potential abilities following
Vygotsky's theory. Furthermore, Yackel
& Cobb (1996) stated that a learning
community is formed where students
learn actively, provide, respond and
defend emerging ideas in a discussion.
Mathematical reasoning and
understanding naturally arise from
communication in such communities.
In the MHM-PB strategy, the
teacher acts as a facilitator to guide
students during group discussions.
When students do not understand a topic, the teacher does not give direct
answers. Instead, they provide probing
or guiding questions, such as asking
them to explain their thinking, offer
evidence, and use previous knowledge
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DOI: https://doi.org/10.24127/ajpm.v10i3.3783
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to deal with problems that arise.
According to Mueller et al. (2014),
probing questions provide a deeper
conceptual understanding and enables
students to connect previous knowledge
with new ideas. Through guiding
questions, the teacher tries to guide
students in solving problems by asking
for solutions, procedures, or strategies.
Furthermore, it strengthens students’
conceptual understanding and supports
them in creating their heuristics
(Mueller et al., 2014). Meanwhile,
interactive media in learning with the
MHM-PB strategy has various
advantages, such as facilitating students'
understanding (Nickchen & Mertsching,
2016). This is due to the strong
relationship between students’ under-
standing and reasoning (Bakar et al.,
2018). Similarly, Hwang et al. (2015)
stated that interactive media could
develop students' mathematical abilities.
In conventional learning, the
teacher provides concepts or materials
directly to students and then draws
questions with the solution, followed by
exercises. In this strategy, they learn by
paying attention to the teacher during
the learning activities. Furthermore,
they are not allowed to participate
actively. Therefore, the learning
atmosphere feels boring, and various
cognitive aspects possessed by students
are less developed, including
mathematical reasoning.
The result showed that students
that use the MHM-PB strategy are more
active in exploring and solving
problems presented on worksheets.
Meanwhile, those with conventional
learning are less involved in thinking
activities to explore new ideas related to
the studied concepts. The results of this
research are in line with previous
studies. For instance, Dwirahayu et al.
(2018) stated that Habits of Mind
positively influence mathematical
ability generalization. MHM strategy
allows students to think logically,
systematically, accurately, and critically
(Hafni et al., 2019). This research is
also in line with the previous studies
carried out by Napitupulu et al. (2016),
Siregar et al. (2017), Bernard &
Chotimah (2018), Saleh et al. (2018),
which uses constructivism-based
learning to improve students’ mathema-
tical reasoning ability. The study
successively uses Problem-based
learning, MCREST strategy, an open-
ended approach using VBA for Power
Point, and RME.
Furthermore, without paying
attention to the learning model, the
results of this study indicate that there is
no difference in mathematical reasoning
abilities between male and female
students. The results of this study are in
line with the results of the study Salam
& Salim (2020), which states that if you
ignore the learning model, used
mathematical reasoning abilities
between male and female students do
not differ significantly. Furthermore, the
students who used the MHM PB
strategy of male and female students'
mathematical reasoning abilities did not
differ significantly. This is in line with
(Kadarisma et al., 2019) stated that is no
significant difference in mathematical
reasoning abilities between male and
female students after using a problem-
based learning approach. Thus, the
MHM-PB Strategy can minimize
differences in mathematical reasoning
between male and female students.
In MHM-PB, discussions carried
out to explore mathematical ideas or
solve problems are carried out in small
groups consisting of students with
different abilities and genders. This can
reduce the ability of male and female
students to reason. The division of
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DOI: https://doi.org/10.24127/ajpm.v10i3.3783
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small heterogeneous learning groups is
one factor that causes no difference in
mathematical reasoning ability between
men and women (Kadarisma et al.,
2019). Small groups from diverse
backgrounds can help overcome social
barriers among students and allow
collaborative learning among them
(Argaw et al., 2017). In order to be
active in group discussion and exercise
independent learning, students need to
develop social skills (Ulger, 2018).
Furthermore, the study
determined several weaknesses
possessed by most students, as indicated
in their answers can be seen in the
following description.
Problem 1 The properties of a triangle are known
as follows:
a. Has 2 equal sides.
b. Has 2 angles of the same size.
c. Has 1 axis of symmetry and 1
rotational symmetry.
d. Occupy its frame in 2 ways.
From the above statement, we can
conclude what the triangle is?
Examples of student answers can be
seen in Figure 1.a and Figure 1.b.
Figure 1.a. Examples of students’
wrong answer
Figure 1.b. Examples of students’
correct answer
In Figure 1.a, the student did not
answer. He only wrote back the
properties of the triangle that were
written in the question. This shows that
students have not understood the
triangle concept well, so they are weak
in reasoning and checking the truth.
To make it easier to solve these
problems, one way to sketch an image
based on the information provided.
Making a written presentation of ideas
into pictures will help students organize
their thoughts, but they do not do it.
This indicates that students have
weaknesses in representing written
ideas in the form of images that will
help them answer Problem 1.
According to Noto et al. (2016), the
right of representation makes
mathematical ideas more concrete, and
complex problems become simpler so
that they are easier to solve. Meanwhile,
in Figure 1.b, the students concluded
that the triangle that fulfills the
characteristics described in the problem
is isosceles. To make it easier to make
conclusions, students sketch images
from the data provided in the questions.
Problem 2 Are all equilateral triangles right
triangles? Explain!
Example of student answer for Problem
2 can be seen in Figure 2.
Figure 2. Examples of students’ wrong
answers
In the Figure 2, it appears that
students are giving reasons for wrong
answers. The student explains that a
AKSIOMA: Jurnal Program Studi Pendidikan Matematika ISSN 2089-8703 (Print)
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right triangle is a triangle whose sides
are the same length, and one angle is a
90o right angle. From these answers,
these students do not understand the
concept of a right triangle. A triangle
with both sides is the same length, and
one of the angles measuring 90o as
explained by the student, is an isosceles
right triangle. Students do not
understand that a right triangle should
not have two sides of the same length.
This means that students do not
understand the types of triangles
(equilateral, isosceles, and right
triangle) as a whole and the relationship
between these triangles. The lack of
understanding of these students causes
student errors in providing reasons for
the answers given by students to the
problems. According to Strand et al.
(2006) lack of understanding of the
basic concepts of a topic fails to use
formal procedures to solve several types
of problems and it differences based on
gender.
Another example of students’
answer in Problem 2 can be seen in
Figure 3.
Figure 3. Examples of student answers
Students give correct answers, but
the reasons given are not clear.
According to the students, an equilateral
triangle has an angle of 60o, and a right
triangle is 90o. The answer is not clear
whether all the angles are 60o or if one
of the corners has a magnitude of 60o. If
the triangle is only one of the corners
that has a large 60o, then it is still
possible that the other angles have a
large 90o and 30
o. Such a triangle is a
right triangle. Thus, it appears that
students are less able to communicate
their ideas in writing. This is in line
with research Sumaji et al. (2019),
students have problems communicating
given problems, and students have
problems communicating mathematical
problems in the form of the written text
Problem 3 Given a rectangle.
DC length 8 cm and CB length 6 cm,
then:
a. BD length is 10 cm. Is that right?
Prove it!
b. The area of triangle BCD is 24 cm2.
Is that right? Prove it.
From the results of the students’
answers, some students answered
incorrectly. Figure 4 is an example of a
student's wrong answer.
Figure 4. Examples of students' wrong
answers
The student answered incorrectly
to question Problem 3.b. The student
determined the area by adding up the
length of the sides of the triangle BCD.
In other words, the student looks for the
area using the concept of the perimeter
of the triangle. From the calculation
results obtained 24 cm, these results are
considered by students as the area of the
triangle. From this answer, it can be
A B
DC
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Volume 10, No. 3, 2021, 1477-1492 ISSN 2442-5419 (Online)
DOI: https://doi.org/10.24127/ajpm.v10i3.3783
1486|
seen that students do not understand the
rules for area and the rules for the
perimeter of a triangle and the concept
of units of length and units of area. The
student does not understand that the 24
cm he gets from the calculation is the
perimeter of the triangle, while the area
of the triangle is (6x8) / 2 = 24 cm2. The
student's lack of understanding of these
basic concepts causes student errors in
solving problems. This is in line with
(Strand et al., 2006). As previously
explained, students' failure to solve
problems is caused by a lack of
understanding of the basic concepts
Problem 4 Given 4 sets of logs with the following
length.
Can every set of logs form a triangle?
Give reasons!
One of the examples of students’
answers given by the majority is shown
in Figure 5.
Figure 5. Example students’ answer
Figure 5 shows that students did
not give correct answers because they
stated that triangles could not be formed
with side lengths of 3, 5, and 7 units
(the length of one log represents, in this
case, one unit). The conclusion is only
based on checks made using the
Pythagorean rule, which only applies to
a right triangle. When a check is carried
out using the triangle’s properties, the
length of wood 3, 5, and 7 units can be
arranged. This is because the two sides’
length is more than the other side and
similar to the sets of logs whose lengths
are 3, 3, and 7. In this case, students
provided answers with the wrong
reasons by using Pythagoras’ rules,
which did not link to the triangle’s other
properties.
Students’ errors in solving
Problem 4 show their weakness
associated with a mathematical
understanding of using the triangle rule
and the Pythagorean formula. In other
words, students' reasoning abilities are
supported by mathematical
understanding. This study’s results align
with (Bakar et al., 2018), research on
the strong positive relationship of
mathematical concept understanding
and reasoning. Napitupulu et al. (2016)
stated that students have difficulties
constructing proof due to a lack of
understanding of the materials that need
to be applied. Most students with low
reasoning abilities have weaknesses in
providing examples in solving
problems, compiling evidence, checking
the validity of answers, and drawing
conclusions (Hasanah et al., 2019).
Problem 5 Given several matchsticks are used to
form equilateral triangles as in
following table.
The number of
matchsticks 3 5 7 9 .…
The number of
Triangles
…
……
…
…...
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Volume 10, No. 3, 2021, 1477-1492 ISSN 2442-5419 (Online)
DOI: https://doi.org/10.24127/ajpm.v10i3.3783
| 1487
Find the pattern of the relationship
between the number of matchsticks and
the number of equilateral triangles that
can be formed!
Of the answers provided by
students, only a few were correct and
under the relationship pattern. Figure 6
shows an example of a student’s wrong
answer.
Figure 6. Examples of students’ answers
Figure 6 shows that students
already see the formation of several
matches with triangles in the first
pattern and failed to write other patterns
of relationships. In this case, students
still have difficulty determining the
relationship pattern between triangles
and matchsticks. This means that they
are still finding it difficult to generalize.
Napitupulu et al. (2016) stated that the
mistakes and difficulties of students in
answering the mathematical reasoning
ability test are due to 1)
misinterpretation or drawing illogical
conclusions despite being aware of the
assignment demands, 2) lack of
metacognitive processes, 3) Unable to
build meaningful relationships between
the available facts and the objectives, 4)
inability to build data-based or pattern-
based conjectures, and 5)
misconceptions of deductive and
inductive thinking. Moguel et al. (2019)
showed that mathematics teachers had
difficulty observing regularity,
determining the patterns, and
formulating generalizations.
Based on the research results, the
MHM-PB strategy assisted by
interactive multimedia, which is applied
in mathematics learning, has a
tremendous impact in helping develop
students’ mathematical reasoning
abilities. These results can be a
reference for teachers in developing
mathematical reasoning skills, namely
by applying the MHM-PB strategy
assisted by interactive multimedia in
learning mathematics. In addition, the
findings of student errors in working on
the reasoning ability questions on this
triangle material indicate that the
common understanding of concepts
affects students’ reasoning so that it can
be used as material for evaluation and
reflection, especially for junior high
school mathematics teachers to
emphasize understanding concepts in
the learning carried out. The limitation
of this research is the absence of
computer equipment to support
interactive multimedia in research. The
interactive multimedia used based on
Microsoft PowerPoint is only operated
by researchers, not by students.
CONCLUSION AND SUGGESTION In conclusion, students taught
with mathematical habits of mind-
problem-based strategy aided
interactive multimedia learning to have
better mathematical reasoning abilities
than those with conventional
learning. The mathematical reasoning
abilities of male and female students
using the MHM-PB strategy were not
significantly different. Furthermore,
some students still had difficulty
making conclusions, providing reasons
or answers to the questions they gave,
and checking the correctness of
statements. The difficulty that many
AKSIOMA: Jurnal Program Studi Pendidikan Matematika ISSN 2089-8703 (Print)
Volume 10, No. 3, 2021, 1477-1492 ISSN 2442-5419 (Online)
DOI: https://doi.org/10.24127/ajpm.v10i3.3783
1488|
students do is that it is difficult to see
the regularities in the data given to
determine patterns and formulations.
The difficulty of these difficulties is
caused by the weakness of students to
represent written ideas in the form of
images to help solve problems, the
weak ability of students to understand
basic concepts, the weak ability to
determine linkages between concepts,
the weak ability of students to
communicate an idea.
The MHM-PB aid interactive
media strategy can be used as a learning
strategy to improve students’
mathematical reasoning abilities due to
its various advantages. In addition,
MHM-PB can minimize differences in
the reasoning abilities of male and
female students. Therefore, research on
the impact of using MHM PB aid
interactive media on various
mathematical thinking abilities needs to
be conducted. Furthermore, it is
necessary to research ways to overcome
student difficulties in tests of
mathematical reasoning abilities. In
addition, due to the growing
development of various IT-based
learning media, further research is
needed on the effectiveness of using
interactive media as a tool for the
MHM-PB strategy.
ACKNOWLEDGMENT The authors are grateful to
Universitas Wiralodra that supported
this research and SMP N 1 Sindang
mathematics teachers for their
assistance during this research process.
REFERENCES
Andriani, S., Yulianti, K., Ferdias, P., &
Fatonah, S. (2017). The effect of
mathematical habits of mind
learning strategy based on problem
toward students’ mathematical
creative thinking disposition.
IJAEDU- International E-Journal
of Advances in Education.
https://doi.org/10.18768/ijaedu.372
122
Argaw, A. S., Haile, B. B., Ayalew, B.
T., & Kuma, S. G. (2017). The
effect of problem-based learning
(PBL) instruction on students’
motivation and problem-solving
skills of physics. Eurasia Journal
of Mathematics, Science and
Technology Education, 13(3).
https://doi.org/10.12973/eurasia.20
17.00647a
Bakar, M. T., Suryadi, D., Darhim,
Tonra, W. S., & Noto, M. S.
(2018). The association between
conceptual understanding and
reasoning ability in mathematics:
An analysis of DNR-based
instruction models. Journal of
Physics: Conference Series, 1088.
https://doi.org/10.1088/1742-
6596/1088/1/012107
Bernard, M., & Chotimah, S. (2018).
Improve student mathematical
reasoning ability with open-ended
approach using VBA for
powerpoint. AIP Conference
Proceedings, 2014.
https://doi.org/10.1063/1.5054417
Burgess, J. (2012). The impact of
teaching thinking skills as habits of
mind to young children with
challenging behaviours. In
Emotional and Behavioural
Difficulties (Vol. 17, Issue 1).
https://doi.org/10.1080/13632752.2
012.652426
AKSIOMA: Jurnal Program Studi Pendidikan Matematika ISSN 2089-8703 (Print)
Volume 10, No. 3, 2021, 1477-1492 ISSN 2442-5419 (Online)
DOI: https://doi.org/10.24127/ajpm.v10i3.3783
| 1489
Dreyfus, T., Mason, J., Tsamir, P.,
Watson, A., & Zaslavsky, O.
(2006). Exemplification in
mathematics education. 30th
Conference of the International
Group for the Psychology of
Mathematics Education, Leinhardt
2001, 126–154.
http://users.mct.open.ac.uk/jhm3/P
ME30RF/PME30RFPaper.pdf
Dwirahayu, G., Kustiawati, D., &
Bidari, I. (2018). Pengaruh habits
of mind terhadap kemampuan
generalisasi matematis. Jurnal
Penelitian dan Pembelajaran
Matematika, 11(2).
https://doi.org/10.30870/jppm.v11i
2.3757
Fajar, A. (2016, October 3). The
influence of mathematical’s
reasoning ability and gender
difference towards mathematical
conceptual understanding.
Gorghiu, G., Drăghicescu, L. M.,
Cristea, S., Petrescu, A.-M., &
Gorghiu, L. M. (2015). Problem-
based learning - an efficient
learning strategy in the science
lessons context. Procedia - Social
and Behavioral Sciences, 191.
https://doi.org/10.1016/j.sbspro.20
15.04.570
Hafni, R. N., Sari, D. M., & Nurlaelah,
E. (2019). Analyzing the effect of
students’ habits of mind to
mathematical critical thinking skill.
Journal of Physics: Conference
Series, 1211(1).
https://doi.org/10.1088/1742-
6596/1211/1/012074
Hake, R. R. (1999). Analyzing
change/gain scores. Unpublished.
[Online] URL: Http://Www.
Physics. Indiana. Edu/\~
Sdi/AnalyzingChange-Gain. Pdf,
16(7).
Hasanah, S. I., Tafrilyanto, C. F., &
Aini, Y. (2019). Mathematical
reasoning: The characteristics of
students’ mathematical abilities in
problem solving. Journal of
Physics: Conference Series,
1188(1).
https://doi.org/10.1088/1742-
6596/1188/1/012057
Hwang, G. J., Chiu, L. Y., & Chen, C.
H. (2015). A contextual game-
based learning approach to
improving students’ inquiry-based
learning performance in social
studies courses. Computers and
Education, 81.
https://doi.org/10.1016/j.compedu.
2014.09.006
Isnaeni, S., Fajriyah, L., Risky, E. S.,
Purwasih, R., & Hidayat, W.
(2018). Analisis kemampuan
penalaran matematis dan
kemandirian belajar siswa SMP
pada materi persamaan garis lurus.
Journal of Medives: Journal of
Mathematics Education IKIP
Veteran Semarang, 2(1).
https://doi.org/10.31331/medives.v
2i1.528
Jacobbe, T., & Millman, R. S. (2009).
Mathematical habits of the mind
for preservice teachers. School
Science and Mathematics, 109(5).
https://doi.org/10.1111/j.1949-
8594.2009.tb18094.x
AKSIOMA: Jurnal Program Studi Pendidikan Matematika ISSN 2089-8703 (Print)
Volume 10, No. 3, 2021, 1477-1492 ISSN 2442-5419 (Online)
DOI: https://doi.org/10.24127/ajpm.v10i3.3783
1490|
Jeannotte, D., & Kieran, C. (2017). A
conceptual model of mathematical
reasoning for school mathematics.
Educational Studies in
Mathematics, 96(1).
https://doi.org/10.1007/s10649-
017-9761-8
Kadarisma, G., Nurjaman, A., Sari, I.
P., & Amelia, R. (2019). Gender
and mathematical reasoning
ability. Journal of Physics:
Conference Series, 1157(4).
https://doi.org/10.1088/1742-
6596/1157/4/042109
Kemdikbud. (2017). Konferensi Pers
UN 2017 Jenjang SMP.
Khoiri, W., Rochmad, & Cahyono, A.
N. (2013). Problem based learning
berbantuan multimedia dalam
pembelajaran matematika untuk
meningkatkan kemampuan berpikir
kreatif. Unnes Journal of
Mathematics Education., 2(1).
https://doi.org/10.15294/ujme.v2i1.
3328
Kuhn, J. T., & Holling, H. (2009).
Gender, reasoning ability, and
scholastic achievement: A
multilevel mediation analysis.
Learning and Individual
Differences, 19(2).
https://doi.org/10.1016/j.lindif.200
8.11.007
Mahmudi, A., & Sumarmo, U. (2015).
Pengaruh strategi mathematical
habits of mind mhm berbasis
masalah terhadap kreativitas siswa.
Jurnal Cakrawala Pendidikan, 2.
https://doi.org/10.21831/cp.v0i2.42
29
Meltzer, D. E. (2002). The relationship
between mathematics preparation
and conceptual learning gains in
physics: A possible “hidden
variable” in diagnostic pretest
scores. American Journal of
Physics, 70(12).
https://doi.org/10.1119/1.1514215
Miliyawati, B. (2014). Urgensi strategi
disposition habits of mind
matematis. Infinity Journal, 3(2).
https://doi.org/10.22460/infinity.v3
i2.62
Moguel, S., Landy, E., Aparicio Landa,
E., & Cabañas-Sánchez, G. (2019).
Characterization of inductive
reasoning in middle school
mathematics teachers in a
generalization task. International
Electronic Journal of Mathematics
Education, 14(3).
https://doi.org/10.29333/iejme/576
9
Mueller, M., & Maher, C. (2009).
Learning to reason in an informal
math after-school program.
Mathematics Education Research
Journal, 21(3).
https://doi.org/10.1007/BF0321755
1
Mueller, M., Yankelewitz, D., & Maher,
C. (2014). Teachers promoting
student mathematical reasoning.
Investigations in Mathematics
Learning, 7(2).
https://doi.org/10.1080/24727466.2
014.11790339
Mullis, I. V. S., Martin, M. O., Foy, P.,
& Hooper, M. (2016). TIMSS
2015 International results in
mathematics. Retrieved from
AKSIOMA: Jurnal Program Studi Pendidikan Matematika ISSN 2089-8703 (Print)
Volume 10, No. 3, 2021, 1477-1492 ISSN 2442-5419 (Online)
DOI: https://doi.org/10.24127/ajpm.v10i3.3783
| 1491
Boston College, TIMSS & PIRLS
International Study Center.
International Review of the Red
Cross, 3(30).
Napitupulu, E., Suryadi, D., &
Kusumah, Y. S. (2016).
Cultivating upper secondary
students’ mathematical reasoning-
ability and attitude towards
mathematics through problem-
based learning. Journal on
Mathematics Education, 7(2).
https://doi.org/10.22342/jme.7.2.35
42.117-128
NCTM. (2000). Principles and tandards
for School Mathematics. Reston,
VA: NCTM.
Nickchen, D., & Mertsching, B. (2016).
Combining mathematical revision
courses with hands-on approaches
for engineering education using
web-based interactive multimedia
applications. Procedia - Social and
Behavioral Sciences, 228.
https://doi.org/10.1016/j.sbspro.20
16.07.074
Nizam. (2016). Ringkasan hasil-hasil
asesmen belajar dari hasil UN,
PISA, TIMSS, INAP. In Seminar
Puspendik 2016.
Noto, M. S., Hartono, W., & Sundawan,
D. (2016). Analysis of students’
mathematical representation and
connection on analytical geometry
subject. Infinity Journal, 5(2).
https://doi.org/10.22460/infinity.v5
i2.216
OECD. (2019). PISA 2018 insights and
interpretations. OECD Publishing,
64.
https://www.oecd.org/pisa/PISA
2018 Insights and Interpretations
FINAL PDF.pdfPISA 2018
insights and interpretations. OECD
Publishing.
Pratiwi, I. (2019). Efek program PISA
terhadap kurikulum di indonesia.
Jurnal Pendidikan dan
Kebudayaan, 4(1).
https://doi.org/10.24832/jpnk.v4i1.
1157
Rizqi, N. R., & Surya, E. (2017). An
analysis of students’ mathematical
reasoning ability in VIII grade of
Sablina Tembung junior high
school. International Journal of
Advance Research and Innovative
Ideas in Education (IJARIIE), 3(2
2017).
Rohana. (2015). The enhancement of
student’ s teacher mathematical
reasoning ability through reflective
learning. Journal of Education and
Practice, 6(20).
Salam, M., & Salim, S. (2020). Analysis
of mathematical reasoning ability
(MRA) with the discovery learning
model in gender issues. Journal of
Educational Science and
Technology (EST).
https://doi.org/10.26858/est.v6i2.1
3211
Saleh, K., Yuwono, I., Rahman As’ari,
A., & Sa’dijah, C. (2017). Errors
analysis solving problems
analogies by Newman procedure
using analogical reasoning.
International Journal of
Humanities and Social Sciences,
9(1).
Saleh, M., Prahmana, R. C. I., Isa, M.,
& Murni. (2018). Improving the
AKSIOMA: Jurnal Program Studi Pendidikan Matematika ISSN 2089-8703 (Print)
Volume 10, No. 3, 2021, 1477-1492 ISSN 2442-5419 (Online)
DOI: https://doi.org/10.24127/ajpm.v10i3.3783
1492|
reasoning ability of elementary
school student through the
Indonesian realistic mathematics
education. Journal on Mathematics
Education, 9(1).
https://doi.org/10.22342/jme.9.1.50
49.41-54
Setiawan, A., & Sajidah, C. (2020).
Analysis of students’ errors in
mathematical reasoning on
geometry by gender. Journal of
Disruptive Learning Innovation
(JODLI), 1(2).
Siregar, N., S Kusumah, Y., Sabandar,
J., & Dahlan, J. A. (2017).
Learning algebra through
MCREST strategy in junior high
school students. Journal of
Physics: Conference Series,
895(1).
https://doi.org/10.1088/1742-
6596/895/1/012096
Strand, S., Deary, I. J., & Smith, P.
(2006). Sex differences in
cognitive abilities test scores: a UK
national picture. British Journal of
Educational Psychology, 76(3).
https://doi.org/10.1348/000709905
X50906
Sumaji, Sa’Dijah, C., Susiswo, &
Sisworo. (2019). Students’
problem in communicating
mathematical problem solving of
Geometry. IOP Conference Series:
Earth and Environmental Science,
243(1).
https://doi.org/10.1088/1755-
1315/243/1/012128
Tanisli, D. (2016). How do students
prove their learning and teachers
their teaching? Do teachers make a
difference? Eurasian Journal of
Educational Research, 16(66).
https://doi.org/10.14689/ejer.2016.
66.3
Ulger, K. (2018). The effect of
problem-based learning on the
creative thinking and critical
thinking disposition of students in
visual arts education.
Interdisciplinary Journal of
Problem-Based Learning, 12(1).
https://doi.org/10.7771/1541-
5015.1649
Yackel, E., & Cobb, P. (1996).
Sociomathematical norms,
argumentation, and autonomy in
mathematics. Journal for Research
in Mathematics Education, 27(4).
https://doi.org/10.2307/749877
Yanto, B. E., Subali, B., & Suyanto, S.
(2019). Improving students’
scientific reasoning skills through
the three levels of inquiry.
International Journal of
Instruction, 12(4).
https://doi.org/10.29333/iji.2019.1
2444a